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6\u671f&#xff0c;\u53ef\u5feb\u901f\u6392\u67e5\u6cb3\u9053\u5835\u585e\u9690\u60a3&#xff0c;\u4fdd\u969c\u6c34\u7cfb\u884c\u6d2a\u901a\u7545&#xff0c;\u6709\u6548\u9632\u8303\u57ce\u5e02\u5185\u6d9d\u98ce\u9669\u3002<\/p>\n<p>\u672c\u6587\u6b63\u662f\u5728\u8fd9\u6837\u7684\u601d\u8003\u80cc\u666f\u4e0b&#xff0c;\u60f3\u8981\u63a2\u7d22\u5c1d\u8bd5\u4ece\u5b9e\u9a8c\u6027\u8d28\u7684\u89d2\u5ea6\u51fa\u53d1\u5f00\u53d1\u6784\u5efa\u667a\u80fd\u5316\u7684\u68c0\u6d4b\u8bc6\u522b\u9884\u8b66\u7cfb\u7edf&#xff0c;\u5728\u524d\u9762\u7684\u7cfb\u5217\u535a\u6587\u4e2d\u6211\u4eec\u5df2\u7ecf\u8fdb\u884c\u4e86\u5f88\u591a\u76f8\u5173\u7684\u5f00\u53d1\u5b9e\u8df5\u5de5\u4f5c&#xff0c;\u611f\u5174\u8da3\u7684\u8bdd\u53ef\u4ee5\u81ea\u884c\u79fb\u6b65\u9605\u8bfb\u5373\u53ef&#xff1a;<\/p>\n<p>\u300aAI\u667a\u80fd\u5316\u6280\u672f\u8d4b\u80fd\u57ce\u5e02\u6cb3\u9053\u6cbb\u7406\u7684\u521b\u65b0\u5e94\u7528\u4e0e\u5b9e\u8df5&#xff0c;\u57fa\u4e8eYOLOv11\u5168\u7cfb\u5217\u3010n\/s\/m\/l\/x\u3011\u53c2\u6570\u6a21\u578b\u5f00\u53d1\u6784\u5efa\u590d\u6742\u6cb3\u9053\u6c34\u9762\u573a\u666f\u4e0b\u6cb3\u9053\u8868\u9762\u6f02\u6d6e\u7269\u68c0\u6d4b\u9884\u8b66\u7cfb\u7edf\u300b<\/p>\n<p>\u672c\u6587\u4e3b\u8981\u662f\u60f3\u8981\u57fa\u4e8e\u6700\u65b0\u53d1\u5e03\u7684YOLO26\u5168\u7cfb\u5217\u7684\u6a21\u578b\u6765\u8fdb\u884c\u76f8\u5e94\u7684\u5f00\u53d1\u5b9e\u8df5&#xff0c;\u9996\u5148\u770b\u4e0b\u5b9e\u4f8b\u6548\u679c&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1000\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260729000929-6a6944b958bb5.gif\" width=\"1600\" \/><\/p>\n<p>\u63a5\u4e0b\u6765\u770b\u4e0b\u5b9e\u4f8b\u6570\u636e\u60c5\u51b5&#xff1a;<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"626\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260729000930-6a6944ba1fe37.png\" width=\"1002\" \/><\/p>\n<p>\u5b98\u65b9\u53d1\u8868\u7684\u8bba\u6587\u5982\u4e0b&#xff0c;\u5728\u524d\u9762\u7684\u535a\u6587\u4e2d\u6211\u4eec\u8fdb\u884c\u4e86\u9605\u8bfb\u8bb0\u5f55&#xff1a;<\/p>\n<p>\u300aYOLO26: Key Architectural Enhancements and Performance Benchmarking for Real-time Object Detection\u300b<\/p>\n<p>YOLO26 \u7684\u5173\u952e\u67b6\u6784\u6539\u8fdb&#xff1a;<\/p>\n<p>1\u3001\u79fb\u9664\u5206\u5e03\u7126\u70b9\u635f\u5931&#xff08;DFL&#xff09;&#xff1a;DFL \u867d\u7136\u5728\u65e9\u671f\u6a21\u578b\u4e2d\u63d0\u9ad8\u4e86\u51c6\u786e\u6027&#xff0c;\u4f46\u589e\u52a0\u4e86\u8ba1\u7b97\u5f00\u9500\u548c\u5bfc\u51fa\u590d\u6742\u6027\u3002YOLO26 \u901a\u8fc7\u79fb\u9664 DFL&#xff0c;\u7b80\u5316\u4e86\u8fb9\u754c\u6846\u56de\u5f52&#xff0c;\u63d0\u9ad8\u4e86\u6548\u7387\u548c\u8de8\u5e73\u53f0\u517c\u5bb9\u6027\u3002<\/p>\n<p>2\u3001\u7aef\u5230\u7aef\u65e0 NMS \u63a8\u7406&#xff1a;\u4f20\u7edf\u7684 YOLO \u6a21\u578b\u4f9d\u8d56\u4e8e\u975e\u6700\u5927\u6291\u5236&#xff08;NMS&#xff09;\u4f5c\u4e3a\u540e\u5904\u7406\u6b65\u9aa4&#xff0c;\u8fd9\u589e\u52a0\u4e86\u5ef6\u8fdf\u5e76\u9700\u8981\u624b\u52a8\u8c03\u6574\u8d85\u53c2\u6570\u3002YOLO26 \u5b9e\u73b0\u4e86\u7aef\u5230\u7aef\u7684\u65e0 NMS \u63a8\u7406&#xff0c;\u76f4\u63a5\u8f93\u51fa\u6700\u7ec8\u68c0\u6d4b\u7ed3\u679c&#xff0c;\u51cf\u5c11\u4e86\u5ef6\u8fdf\u5e76\u7b80\u5316\u4e86\u90e8\u7f72\u6d41\u7a0b\u3002<\/p>\n<p>3\u3001\u6e10\u8fdb\u5f0f\u635f\u5931\u5e73\u8861&#xff08;ProgLoss&#xff09;\u548c\u5c0f\u76ee\u6807\u611f\u77e5\u6807\u7b7e\u5206\u914d&#xff08;STAL&#xff09;&#xff1a;\u8fd9\u4e24\u79cd\u65b0\u7b56\u7565\u63d0\u9ad8\u4e86\u8bad\u7ec3\u7684\u7a33\u5b9a\u6027\u548c\u5c0f\u76ee\u6807\u7684\u68c0\u6d4b\u51c6\u786e\u6027\u3002ProgLoss \u52a8\u6001\u8c03\u6574\u635f\u5931\u6743\u91cd&#xff0c;\u9632\u6b62\u6a21\u578b\u8fc7\u5ea6\u62df\u5408\u4e8e\u4e3b\u5bfc\u7c7b\u522b&#xff1b;STAL \u4f18\u5148\u4e3a\u5c0f\u76ee\u6807\u5206\u914d\u6807\u7b7e&#xff0c;\u63d0\u9ad8\u4e86\u5728\u590d\u6742\u73af\u5883\u4e0b\u7684\u68c0\u6d4b\u6027\u80fd\u3002<\/p>\n<p>4\u3001MuSGD \u4f18\u5316\u5668&#xff1a;\u7ed3\u5408\u4e86 SGD \u548c Muon \u4f18\u5316\u5668\u7684\u4f18\u52bf&#xff0c;\u5b9e\u73b0\u4e86\u66f4\u5feb\u3001\u66f4\u7a33\u5b9a\u7684\u6536\u655b&#xff0c;\u63d0\u9ad8\u4e86\u8bad\u7ec3\u6548\u7387\u3002 <\/p>\n<p>\u4e00\u5171\u63d0\u4f9b\u4e86n\u3001s\u3001m\u548cl\u56db\u6b3e\u4e0d\u540c\u53c2\u6570\u91cf\u7ea7\u7684\u6a21\u578b\u3002<\/p>\n<p>\u8fd9\u91cc\u6211\u4eec\u4fdd\u6301\u5b8c\u5168\u76f8\u540c\u7684\u5b9e\u9a8c\u53c2\u6570\u8bbe\u7f6e\u6765\u8fdb\u884c\u56db\u6b3e\u6a21\u578b\u7684\u5f00\u53d1\u8bad\u7ec3&#xff0c;\u7b49\u5f85\u8bad\u7ec3\u5b8c\u6210\u4e4b\u540e\u6211\u4eec\u6765\u6574\u4f53\u8fdb\u884c\u5404\u9879\u6307\u6807\u7684\u5bf9\u6bd4\u5206\u6790\u3002<\/p>\n<p>\u3010Precision\u66f2\u7ebf\u3011 \u7cbe\u786e\u7387\u66f2\u7ebf&#xff08;Precision Curve&#xff09;\u662f\u4e00\u79cd\u7528\u4e8e\u8bc4\u4f30\u4e8c\u5206\u7c7b\u6a21\u578b\u5728\u4e0d\u540c\u9608\u503c\u4e0b\u7684\u7cbe\u786e\u7387\u6027\u80fd\u7684\u53ef\u89c6\u5316 \u5de5\u5177\u3002\u5b83\u901a\u8fc7\u7ed8\u5236\u4e0d\u540c\u9608\u503c\u4e0b\u7684\u7cbe\u786e\u7387\u548c\u53ec\u56de\u7387\u4e4b\u95f4\u7684\u5173\u7cfb\u56fe\u6765\u5e2e\u52a9\u6211\u4eec\u4e86\u89e3\u6a21\u578b\u5728\u4e0d\u540c\u9608\u503c\u4e0b\u7684\u8868\u73b0\u3002 \u7cbe\u786e\u7387&#xff08;Precision&#xff09;\u662f\u6307\u88ab\u6b63\u786e\u9884\u6d4b\u4e3a\u6b63\u4f8b\u7684\u6837\u672c\u6570\u5360\u6240\u6709\u9884\u6d4b\u4e3a\u6b63\u4f8b\u7684\u6837\u672c\u6570\u7684\u6bd4\u4f8b\u3002\u53ec\u56de\u7387&#xff08;Recall&#xff09;\u662f\u6307\u88ab\u6b63\u786e\u9884\u6d4b\u4e3a\u6b63\u4f8b\u7684\u6837\u672c\u6570\u5360\u6240\u6709\u5b9e\u9645\u4e3a\u6b63\u4f8b\u7684\u6837\u672c\u6570\u7684\u6bd4\u4f8b\u3002 \u7ed8\u5236\u7cbe\u786e\u7387\u66f2\u7ebf\u7684\u6b65\u9aa4\u5982\u4e0b&#xff1a; \u4f7f\u7528\u4e0d\u540c\u7684\u9608\u503c\u5c06\u9884\u6d4b\u6982\u7387\u8f6c\u6362\u4e3a\u4e8c\u8fdb\u5236\u7c7b\u522b\u6807\u7b7e\u3002\u901a\u5e38&#xff0c;\u5f53\u9884\u6d4b\u6982\u7387\u5927\u4e8e\u9608\u503c\u65f6&#xff0c;\u6837\u672c\u88ab\u5206\u7c7b\u4e3a\u6b63\u4f8b&#xff0c;\u5426\u5219\u5206\u7c7b\u4e3a\u8d1f\u4f8b\u3002 \u5bf9\u4e8e\u6bcf\u4e2a\u9608\u503c&#xff0c;\u8ba1\u7b97\u76f8\u5e94\u7684\u7cbe\u786e\u7387\u548c\u53ec\u56de\u7387\u3002 \u5c06\u6bcf\u4e2a\u9608\u503c\u4e0b\u7684\u7cbe\u786e\u7387\u548c\u53ec\u56de\u7387\u7ed8\u5236\u5728\u540c\u4e00\u4e2a\u56fe\u8868\u4e0a&#xff0c;\u5f62\u6210\u7cbe\u786e\u7387\u66f2\u7ebf\u3002 \u6839\u636e\u7cbe\u786e\u7387\u66f2\u7ebf\u7684\u5f62\u72b6\u548c\u53d8\u5316\u8d8b\u52bf&#xff0c;\u53ef\u4ee5\u9009\u62e9\u9002\u5f53\u7684\u9608\u503c\u4ee5\u8fbe\u5230\u6240\u9700\u7684\u6027\u80fd\u8981\u6c42\u3002 \u901a\u8fc7\u89c2\u5bdf\u7cbe\u786e\u7387\u66f2\u7ebf&#xff0c;\u6211\u4eec\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u786e\u5b9a\u6700\u4f73\u7684\u9608\u503c&#xff0c;\u4ee5\u5e73\u8861\u7cbe\u786e\u7387\u548c\u53ec\u56de\u7387\u3002\u8f83\u9ad8\u7684\u7cbe\u786e\u7387\u610f\u5473\u7740\u8f83\u5c11\u7684\u8bef\u62a5&#xff0c;\u800c\u8f83\u9ad8\u7684\u53ec\u56de\u7387\u5219\u8868\u793a\u8f83\u5c11\u7684\u6f0f\u62a5\u3002\u6839\u636e\u5177\u4f53\u7684\u4e1a\u52a1\u9700\u6c42\u548c\u6210\u672c\u6743\u8861&#xff0c;\u53ef\u4ee5\u5728\u66f2\u7ebf\u4e0a\u9009\u62e9\u5408\u9002\u7684\u64cd\u4f5c\u70b9\u6216\u9608\u503c\u3002 \u7cbe\u786e\u7387\u66f2\u7ebf\u901a\u5e38\u4e0e\u53ec\u56de\u7387\u66f2\u7ebf&#xff08;Recall Curve&#xff09;\u4e00\u8d77\u4f7f\u7528&#xff0c;\u4ee5\u63d0\u4f9b\u66f4\u5168\u9762\u7684\u5206\u7c7b\u5668\u6027\u80fd\u5206\u6790&#xff0c;\u5e76\u5e2e\u52a9\u8bc4\u4f30\u548c\u6bd4\u8f83\u4e0d\u540c\u6a21\u578b\u7684\u6027\u80fd\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"842\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260729000930-6a6944ba67838.png\" width=\"1282\" \/><\/p>\n<p>\u3010Recall\u66f2\u7ebf\u3011 \u53ec\u56de\u7387\u66f2\u7ebf&#xff08;Recall Curve&#xff09;\u662f\u4e00\u79cd\u7528\u4e8e\u8bc4\u4f30\u4e8c\u5206\u7c7b\u6a21\u578b \u5728\u4e0d\u540c\u9608\u503c\u4e0b\u7684\u53ec\u56de\u7387\u6027\u80fd\u7684\u53ef\u89c6\u5316\u5de5\u5177\u3002\u5b83\u901a\u8fc7\u7ed8\u5236\u4e0d\u540c\u9608\u503c\u4e0b\u7684\u53ec\u56de\u7387\u548c\u5bf9\u5e94\u7684\u7cbe\u786e\u7387\u4e4b\u95f4\u7684\u5173\u7cfb\u56fe\u6765\u5e2e\u52a9\u6211\u4eec\u4e86\u89e3\u6a21\u578b\u5728\u4e0d\u540c\u9608\u503c\u4e0b\u7684\u8868\u73b0\u3002 \u53ec\u56de\u7387&#xff08;Recall&#xff09;\u662f\u6307\u88ab\u6b63\u786e\u9884\u6d4b\u4e3a\u6b63\u4f8b\u7684\u6837\u672c\u6570\u5360\u6240\u6709\u5b9e\u9645\u4e3a\u6b63\u4f8b\u7684\u6837\u672c\u6570\u7684\u6bd4\u4f8b\u3002\u53ec\u56de\u7387\u4e5f\u88ab\u79f0\u4e3a\u7075\u654f\u5ea6&#xff08;Sensitivity&#xff09;\u6216\u771f\u6b63\u4f8b\u7387&#xff08;True Positive Rate&#xff09;\u3002 \u7ed8\u5236\u53ec\u56de\u7387\u66f2\u7ebf\u7684\u6b65\u9aa4\u5982\u4e0b&#xff1a; \u4f7f\u7528\u4e0d\u540c\u7684\u9608\u503c\u5c06\u9884\u6d4b\u6982\u7387\u8f6c\u6362\u4e3a\u4e8c\u8fdb\u5236\u7c7b\u522b\u6807\u7b7e\u3002\u901a\u5e38&#xff0c;\u5f53\u9884\u6d4b\u6982\u7387\u5927\u4e8e\u9608\u503c\u65f6&#xff0c;\u6837\u672c\u88ab\u5206\u7c7b\u4e3a\u6b63\u4f8b&#xff0c;\u5426\u5219\u5206\u7c7b\u4e3a\u8d1f\u4f8b\u3002 \u5bf9\u4e8e\u6bcf\u4e2a\u9608\u503c&#xff0c;\u8ba1\u7b97\u76f8\u5e94\u7684\u53ec\u56de\u7387\u548c\u5bf9\u5e94\u7684\u7cbe\u786e\u7387\u3002 \u5c06\u6bcf\u4e2a\u9608\u503c\u4e0b\u7684\u53ec\u56de\u7387\u548c\u7cbe\u786e\u7387\u7ed8\u5236\u5728\u540c\u4e00\u4e2a\u56fe\u8868\u4e0a&#xff0c;\u5f62\u6210\u53ec\u56de\u7387\u66f2\u7ebf\u3002 \u6839\u636e\u53ec\u56de\u7387\u66f2\u7ebf\u7684\u5f62\u72b6\u548c\u53d8\u5316\u8d8b\u52bf&#xff0c;\u53ef\u4ee5\u9009\u62e9\u9002\u5f53\u7684\u9608\u503c\u4ee5\u8fbe\u5230\u6240\u9700\u7684\u6027\u80fd\u8981\u6c42\u3002 \u901a\u8fc7\u89c2\u5bdf\u53ec\u56de\u7387\u66f2\u7ebf&#xff0c;\u6211\u4eec\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u786e\u5b9a\u6700\u4f73\u7684\u9608\u503c&#xff0c;\u4ee5\u5e73\u8861\u53ec\u56de\u7387\u548c\u7cbe\u786e\u7387\u3002\u8f83\u9ad8\u7684\u53ec\u56de\u7387\u8868\u793a\u8f83\u5c11\u7684\u6f0f\u62a5&#xff0c;\u800c\u8f83\u9ad8\u7684\u7cbe\u786e\u7387\u610f\u5473\u7740\u8f83\u5c11\u7684\u8bef\u62a5\u3002\u6839\u636e\u5177\u4f53\u7684\u4e1a\u52a1\u9700\u6c42\u548c\u6210\u672c\u6743\u8861&#xff0c;\u53ef\u4ee5\u5728\u66f2\u7ebf\u4e0a\u9009\u62e9\u5408\u9002\u7684\u64cd\u4f5c\u70b9\u6216\u9608\u503c\u3002 \u53ec\u56de\u7387\u66f2\u7ebf\u901a\u5e38\u4e0e\u7cbe\u786e\u7387\u66f2\u7ebf&#xff08;Precision Curve&#xff09;\u4e00\u8d77\u4f7f\u7528&#xff0c;\u4ee5\u63d0\u4f9b\u66f4\u5168\u9762\u7684\u5206\u7c7b\u5668\u6027\u80fd\u5206\u6790&#xff0c;\u5e76\u5e2e\u52a9\u8bc4\u4f30\u548c\u6bd4\u8f83\u4e0d\u540c\u6a21\u578b\u7684\u6027\u80fd\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"840\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260729000930-6a6944bac70a0.png\" width=\"1278\" \/><\/p>\n<p>\u3010mAP0.5\u3011 mAP0.5&#xff0c;\u4e5f\u88ab\u79f0\u4e3amAP&#064;0.5\u6216AP50&#xff0c;\u6307\u7684\u662f\u5f53Intersection over Union&#xff08;IoU&#xff09;\u9608\u503c\u4e3a0.5\u65f6\u7684\u5e73\u5747\u7cbe\u5ea6 &#xff08;mean Average Precision&#xff09;\u3002IoU\u662f\u4e00\u4e2a\u7528\u4e8e\u8861\u91cf\u9884\u6d4b\u8fb9\u754c\u6846\u4e0e\u771f\u5b9e\u8fb9\u754c\u6846\u4e4b\u95f4\u91cd\u53e0\u7a0b\u5ea6\u7684\u6307\u6807&#xff0c;\u5176\u503c\u8303\u56f4\u57280\u52301\u4e4b\u95f4\u3002\u5f53IoU\u503c\u4e3a0.5\u65f6&#xff0c;\u610f\u5473\u7740\u9884\u6d4b\u6846\u4e0e\u771f\u5b9e\u6846\u81f3\u5c11\u670950%\u7684\u91cd\u53e0\u90e8\u5206\u3002 \u5728\u8ba1\u7b97mAP0.5\u65f6&#xff0c;\u9996\u5148\u4f1a\u4e3a\u6bcf\u4e2a\u7c7b\u522b\u8ba1\u7b97\u6240\u6709\u56fe\u7247\u7684AP&#xff08;Average Precision&#xff09;&#xff0c;\u7136\u540e\u5c06\u6240\u6709\u7c7b\u522b\u7684AP\u503c\u6c42\u5e73\u5747&#xff0c;\u5f97\u5230mAP0.5\u3002AP\u662fPrecision-Recall Curve\u66f2\u7ebf\u4e0b\u9762\u7684\u9762\u79ef&#xff0c;\u8fd9\u4e2a\u9762\u79ef\u8d8a\u5927&#xff0c;\u8bf4\u660eAP\u7684\u503c\u8d8a\u5927&#xff0c;\u7c7b\u522b\u7684\u68c0\u6d4b\u7cbe\u5ea6\u5c31\u8d8a\u9ad8\u3002 mAP0.5\u4e3b\u8981\u5173\u6ce8\u6a21\u578b\u5728IoU\u9608\u503c\u4e3a0.5\u65f6\u7684\u6027\u80fd&#xff0c;\u5f53mAP0.5\u7684\u503c\u5f88\u9ad8\u65f6&#xff0c;\u8bf4\u660e\u7b97\u6cd5 \u80fd\u591f\u51c6\u786e\u68c0\u6d4b\u5230\u7269\u4f53\u7684\u4f4d\u7f6e&#xff0c;\u5e76\u4e14\u5c06\u5176\u4e0e\u771f\u5b9e\u6807\u6ce8\u6846\u7684IoU\u503c\u8d85\u8fc7\u4e86\u9608\u503c0.5\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"840\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260729000931-6a6944bb2f399.png\" width=\"1304\" \/><\/p>\n<p>\u3010mAP0.5:0.95\u3011 mAP0.5:0.95&#xff0c;\u4e5f\u88ab\u79f0\u4e3amAP&#064;[0.5:0.95]\u6216AP&#064;[0.5:0.95]&#xff0c;\u8868\u793a\u5728IoU\u9608\u503c\u4ece0.5\u52300.95\u53d8\u5316\u65f6&#xff0c;\u53d6\u5404\u4e2a\u9608\u503c\u5bf9\u5e94\u7684mAP\u7684\u5e73\u5747\u503c\u3002\u5177\u4f53\u6765\u8bf4&#xff0c;\u5b83\u4f1a\u5728IoU\u9608\u503c\u4ece0.5\u5f00\u59cb&#xff0c;\u4ee50.05\u4e3a\u6b65\u957f&#xff0c;\u9010\u6b65\u589e\u52a0\u52300.95&#xff0c;\u5e76\u5728\u6bcf\u4e2a\u9608\u503c\u4e0b\u8ba1\u7b97mAP&#xff0c;\u7136\u540e\u5c06\u8fd9\u4e9bmAP\u503c\u6c42\u5e73\u5747\u3002 \u8fd9\u4e2a\u6307\u6807\u8003\u8651\u4e86\u591a\u4e2aIoU\u9608\u503c\u4e0b\u7684\u5e73\u5747\u7cbe\u5ea6&#xff0c;\u4ece\u800c\u66f4\u5168\u9762\u3001\u66f4\u51c6\u786e\u5730\u8bc4\u4f30\u6a21\u578b\u6027\u80fd\u3002\u5f53mAP0.5:0.95\u7684\u503c\u5f88\u9ad8\u65f6&#xff0c;\u8bf4\u660e\u7b97\u6cd5\u5728\u4e0d\u540c\u9608\u503c\u4e0b\u7684\u68c0\u6d4b\u7ed3\u679c\u5747\u975e\u5e38\u51c6\u786e&#xff0c;\u8986\u76d6\u9762\u5e7f&#xff0c;\u53ef\u4ee5\u9002\u5e94\u4e0d\u540c\u7684\u573a\u666f\u548c\u5e94\u7528\u9700\u6c42\u3002 \u5bf9\u4e8e\u4e00\u4e9b\u9700\u6c42\u6bd4\u8f83\u9ad8\u7684\u573a\u5408&#xff0c;\u6bd4\u5982\u5b89\u5168\u76d1\u63a7\u7b49\u9886\u57df&#xff0c;\u9700\u8981\u4fdd\u8bc1\u9ad8\u7684\u51c6\u786e\u7387\u548c\u53ec\u56de\u7387&#xff0c;\u8fd9\u65f6mAP0.5:0.95\u53ef\u80fd\u66f4\u9002\u5408\u4f5c\u4e3a\u6a21\u578b\u7684\u8bc4\u4ef7\u6807\u51c6\u3002 \u7efc\u4e0a\u6240\u8ff0&#xff0c;mAP0.5\u548cmAP0.5:0.95\u90fd\u662f\u7528\u4e8e\u8bc4\u4f30\u76ee\u6807\u68c0\u6d4b\u6a21\u578b\u6027\u80fd\u7684\u91cd\u8981\u6307\u6807&#xff0c;\u4f46\u5b83\u4eec\u7684\u5173\u6ce8\u70b9\u6709\u6240\u4e0d\u540c\u3002mAP0.5\u4e3b\u8981\u5173\u6ce8\u6a21\u578b\u5728IoU\u9608\u503c\u4e3a0.5\u65f6\u7684\u6027\u80fd&#xff0c;\u800cmAP0.5:0.95\u5219\u8003\u8651\u4e86\u591a\u4e2aIoU\u9608\u503c\u4e0b\u7684\u5e73\u5747\u7cbe\u5ea6&#xff0c;\u4ece\u800c\u66f4\u5168\u9762\u3001\u66f4\u51c6\u786e\u5730\u8bc4\u4f30\u6a21\u578b\u6027\u80fd\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"844\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260729000931-6a6944bb89a91.png\" width=\"1288\" \/><\/p>\n<p>\u3010loss\u66f2\u7ebf\u3011 \u5728\u6df1\u5ea6\u5b66\u4e60\u7684\u8bad\u7ec3\u8fc7\u7a0b\u4e2d&#xff0c;loss\u51fd\u6570\u7528\u4e8e\u8861\u91cf\u6a21\u578b\u9884\u6d4b\u7ed3\u679c\u4e0e\u5b9e\u9645\u6807\u7b7e\u4e4b\u95f4\u7684\u5dee\u5f02\u3002loss\u66f2\u7ebf\u5219\u662f\u901a\u8fc7\u8bb0\u5f55\u6bcf\u4e2aepoch&#xff08;\u6216\u8005\u8fed\u4ee3\u6b65\u6570&#xff09;\u7684loss\u503c&#xff0c;\u5e76\u5c06\u5176\u4ee5\u56fe\u5f62\u5316\u7684\u65b9\u5f0f\u5c55\u73b0\u51fa\u6765&#xff0c;\u4ee5\u4fbf\u6211\u4eec\u66f4\u597d\u5730\u7406\u89e3\u548c\u5206\u6790\u6a21\u578b\u7684\u8bad\u7ec3\u8fc7\u7a0b\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"838\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260729000931-6a6944bbe6aa9.png\" width=\"1270\" \/><\/p>\n<p>\u3010F1\u503c\u66f2\u7ebf\u3011 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